Firstly, this is not a pip bug, it's a failure for a package to build
under pip, that's almost certainly the fault of the package or its build
environment.

In particular, it seems to be looking for mpi.h in the wrong place.

Reproduced on amd64 with:

pip3 install h5py==3.1.0 --no-binary ':all:'

Debian builds h5py for mpi with: CC=h5pcc
That seems to do the trick here too.

** Changed in: python-pip (Ubuntu)
       Status: New => Invalid

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https://bugs.launchpad.net/bugs/1929259

Title:
  Focal arm64: pip3 install h5py==3.1.0 fails with
  /usr/include/hdf5/openmpi/H5public.h:60:13: fatal error: mpi.h: No
  such file or directory

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